Pandas Profiling Report

Dataset statistics

Number of variables	36
Number of observations	26707
Missing cells	60762
Missing cells (%)	6.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	7.3 MiB
Average record size in memory	288.0 B

Variable types

CAT	16
BOOL	13
NUM	7

Reproduction

Analysis started	2020-09-18 02:05:46.779010
Analysis finished	2020-09-18 02:06:32.626735
Duration	45.85 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`doctor_recc_h1n1` has 2160 (8.1%) missing values	Missing
`doctor_recc_seasonal` has 2160 (8.1%) missing values	Missing
`chronic_med_condition` has 971 (3.6%) missing values	Missing
`child_under_6_months` has 820 (3.1%) missing values	Missing
`health_worker` has 804 (3.0%) missing values	Missing
`health_insurance` has 12274 (46.0%) missing values	Missing
`opinion_h1n1_vacc_effective` has 391 (1.5%) missing values	Missing
`opinion_h1n1_risk` has 388 (1.5%) missing values	Missing
`opinion_h1n1_sick_from_vacc` has 395 (1.5%) missing values	Missing
`opinion_seas_vacc_effective` has 462 (1.7%) missing values	Missing
`opinion_seas_risk` has 514 (1.9%) missing values	Missing
`opinion_seas_sick_from_vacc` has 537 (2.0%) missing values	Missing
`education` has 1407 (5.3%) missing values	Missing
`income_poverty` has 4423 (16.6%) missing values	Missing
`marital_status` has 1408 (5.3%) missing values	Missing
`rent_or_own` has 2042 (7.6%) missing values	Missing
`employment_status` has 1463 (5.5%) missing values	Missing
`employment_industry` has 13330 (49.9%) missing values	Missing
`employment_occupation` has 13470 (50.4%) missing values	Missing
`respondent_id` has unique values	Unique

respondent_id
Real number (ℝ_≥0)

UNIQUE

Distinct count	26707
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	13353.0
Minimum	0
Maximum	26706
Zeros	1
Zeros (%)	< 0.1%
Memory size	208.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1335.3
Q1	6676.5
median	13353
Q3	20029.5
95-th percentile	25370.7
Maximum	26706
Range	26706
Interquartile range (IQR)	13353

Descriptive statistics

Standard deviation	7709.791156
Coefficient of variation (CV)	0.5773826972
Kurtosis	-1.2
Mean	13353
Median Absolute Deviation (MAD)	6677
Skewness	0
Sum	356618571
Variance	59440879.67

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2047	1	< 0.1%
7657	1	< 0.1%
3371	1	< 0.1%
13612	1	< 0.1%
15661	1	< 0.1%
9518	1	< 0.1%
11567	1	< 0.1%
21824	1	< 0.1%
23873	1	< 0.1%
17730	1	< 0.1%
Other values (26697)	26697	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Value	Count	Frequency (%)
26706	1	< 0.1%
26705	1	< 0.1%
26704	1	< 0.1%
26703	1	< 0.1%
26702	1	< 0.1%

h1n1_concern
Categorical

Distinct count	4
Unique (%)	< 0.1%
Missing	92
Missing (%)	0.3%
Memory size	208.6 KiB

2	10575
1	8153
3	4591
0	3296

Common Values
Length

Value	Count	Frequency (%)
2	10575	39.6%
1	8153	30.5%
3	4591	17.2%
0	3296	12.3%
(Missing)	92	0.3%

Length

Max length	3
Median length	3
Mean length	3
Min length	3

h1n1_knowledge
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	116
Missing (%)	0.4%
Memory size	208.6 KiB

1	14598
2	9487
0	2506

Common Values
Length

Value	Count	Frequency (%)
1	14598	54.7%
2	9487	35.5%
0	2506	9.4%
(Missing)	116	0.4%

Length

Max length	3
Median length	3
Mean length	3
Min length	3

behavioral_antiviral_meds
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	71
Missing (%)	0.3%
Memory size	208.6 KiB

0	25335
1	1301
(Missing)	71

Frequency Table

Value	Count	Frequency (%)
0	25335	94.9%
1	1301	4.9%
(Missing)	71	0.3%

behavioral_avoidance
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	208
Missing (%)	0.8%
Memory size	208.6 KiB

1	19228
0	7271
(Missing)	208

Frequency Table

Value	Count	Frequency (%)
1	19228	72.0%
0	7271	27.2%
(Missing)	208	0.8%

behavioral_face_mask
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	19
Missing (%)	0.1%
Memory size	208.6 KiB

0	24847
1	1841
(Missing)	19

Frequency Table

Value	Count	Frequency (%)
0	24847	93.0%
1	1841	6.9%
(Missing)	19	0.1%

behavioral_wash_hands
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	42
Missing (%)	0.2%
Memory size	208.6 KiB

1	22015
0	4650
(Missing)	42

Frequency Table

Value	Count	Frequency (%)
1	22015	82.4%
0	4650	17.4%
(Missing)	42	0.2%

behavioral_large_gatherings
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	87
Missing (%)	0.3%
Memory size	208.6 KiB

0	17073
1	9547
(Missing)	87

Frequency Table

Value	Count	Frequency (%)
0	17073	63.9%
1	9547	35.7%
(Missing)	87	0.3%

behavioral_outside_home
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	82
Missing (%)	0.3%
Memory size	208.6 KiB

0	17644
1	8981
(Missing)	82

Frequency Table

Value	Count	Frequency (%)
0	17644	66.1%
1	8981	33.6%
(Missing)	82	0.3%

behavioral_touch_face
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	128
Missing (%)	0.5%
Memory size	208.6 KiB

1	18001
0	8578
(Missing)	128

Frequency Table

Value	Count	Frequency (%)
1	18001	67.4%
0	8578	32.1%
(Missing)	128	0.5%

doctor_recc_h1n1
Boolean

MISSING

Distinct count	2
Unique (%)	< 0.1%
Missing	2160
Missing (%)	8.1%
Memory size	208.6 KiB

0	19139
1	5408
(Missing)	2160

Frequency Table

Value	Count	Frequency (%)
0	19139	71.7%
1	5408	20.2%
(Missing)	2160	8.1%

doctor_recc_seasonal
Boolean

MISSING

Distinct count	2
Unique (%)	< 0.1%
Missing	2160
Missing (%)	8.1%
Memory size	208.6 KiB

0	16453
1	8094
(Missing)	2160

Frequency Table

Value	Count	Frequency (%)
0	16453	61.6%
1	8094	30.3%
(Missing)	2160	8.1%

chronic_med_condition
Boolean

MISSING

Distinct count	2
Unique (%)	< 0.1%
Missing	971
Missing (%)	3.6%
Memory size	208.6 KiB

0	18446
1	7290
(Missing)	971

Frequency Table

Value	Count	Frequency (%)
0	18446	69.1%
1	7290	27.3%
(Missing)	971	3.6%

child_under_6_months
Boolean

MISSING

Distinct count	2
Unique (%)	< 0.1%
Missing	820
Missing (%)	3.1%
Memory size	208.6 KiB

0	23749
1	2138
(Missing)	820

Frequency Table

Value	Count	Frequency (%)
0	23749	88.9%
1	2138	8.0%
(Missing)	820	3.1%

health_worker
Boolean

MISSING

Distinct count	2
Unique (%)	< 0.1%
Missing	804
Missing (%)	3.0%
Memory size	208.6 KiB

0	23004
1	2899
(Missing)	804

Frequency Table

Value	Count	Frequency (%)
0	23004	86.1%
1	2899	10.9%
(Missing)	804	3.0%

health_insurance
Boolean

MISSING

Distinct count	2
Unique (%)	< 0.1%
Missing	12274
Missing (%)	46.0%
Memory size	208.6 KiB

1	12697
0	1736
(Missing)	12274

Frequency Table

Value	Count	Frequency (%)
1	12697	47.5%
0	1736	6.5%
(Missing)	12274	46.0%

opinion_h1n1_vacc_effective
Real number (ℝ_≥0)

MISSING

Distinct count	5
Unique (%)	< 0.1%
Missing	391
Missing (%)	1.5%
Infinite	0
Infinite (%)	0.0%

Mean	3.85062319501444
Minimum	1.0
Maximum	5.0
Zeros	0
Zeros (%)	0.0%
Memory size	208.6 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
median	4
Q3	5
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.007435774
Coefficient of variation (CV)	0.2616292801
Kurtosis	0.5155901708
Mean	3.850623195
Median Absolute Deviation (MAD)	1
Skewness	-0.9027057052
Sum	101333
Variance	1.014926839

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
4	11683	43.7%
5	7166	26.8%
3	4723	17.7%
2	1858	7.0%
1	886	3.3%
(Missing)	391	1.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	886	3.3%
2	1858	7.0%
3	4723	17.7%
4	11683	43.7%
5	7166	26.8%

Value	Count	Frequency (%)
5	7166	26.8%
4	11683	43.7%
3	4723	17.7%
2	1858	7.0%
1	886	3.3%

opinion_h1n1_risk
Real number (ℝ_≥0)

MISSING

Distinct count	5
Unique (%)	< 0.1%
Missing	388
Missing (%)	1.5%
Infinite	0
Infinite (%)	0.0%

Mean	2.3425662069227555
Minimum	1.0
Maximum	5.0
Zeros	0
Zeros (%)	0.0%
Memory size	208.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.285539287
Coefficient of variation (CV)	0.5487739398
Kurtosis	-0.8466274374
Mean	2.342566207
Median Absolute Deviation (MAD)	1
Skewness	0.6729565579
Sum	61654
Variance	1.652611258

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	9919	37.1%
1	8139	30.5%
4	5394	20.2%
5	1750	6.6%
3	1117	4.2%
(Missing)	388	1.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	8139	30.5%
2	9919	37.1%
3	1117	4.2%
4	5394	20.2%
5	1750	6.6%

Value	Count	Frequency (%)
5	1750	6.6%
4	5394	20.2%
3	1117	4.2%
2	9919	37.1%
1	8139	30.5%

opinion_h1n1_sick_from_vacc
Real number (ℝ_≥0)

MISSING

Distinct count	5
Unique (%)	< 0.1%
Missing	395
Missing (%)	1.5%
Infinite	0
Infinite (%)	0.0%

Mean	2.357669504408635
Minimum	1.0
Maximum	5.0
Zeros	0
Zeros (%)	0.0%
Memory size	208.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.362765917
Coefficient of variation (CV)	0.578013973
Kurtosis	-1.01723403
Mean	2.357669504
Median Absolute Deviation (MAD)	1
Skewness	0.6512805475
Sum	62035
Variance	1.857130945

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	9129	34.2%
1	8998	33.7%
4	5850	21.9%
5	2187	8.2%
3	148	0.6%
(Missing)	395	1.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	8998	33.7%
2	9129	34.2%
3	148	0.6%
4	5850	21.9%
5	2187	8.2%

Value	Count	Frequency (%)
5	2187	8.2%
4	5850	21.9%
3	148	0.6%
2	9129	34.2%
1	8998	33.7%

opinion_seas_vacc_effective
Real number (ℝ_≥0)

MISSING

Distinct count	5
Unique (%)	< 0.1%
Missing	462
Missing (%)	1.7%
Infinite	0
Infinite (%)	0.0%

Mean	4.025985902076586
Minimum	1.0
Maximum	5.0
Zeros	0
Zeros (%)	0.0%
Memory size	208.6 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	4
median	4
Q3	5
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.086564904
Coefficient of variation (CV)	0.2698879057
Kurtosis	1.097349658
Mean	4.025985902
Median Absolute Deviation (MAD)	1
Skewness	-1.315176563
Sum	105662
Variance	1.18062329

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
4	11629	43.5%
5	9973	37.3%
2	2206	8.3%
1	1221	4.6%
3	1216	4.6%
(Missing)	462	1.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1221	4.6%
2	2206	8.3%
3	1216	4.6%
4	11629	43.5%
5	9973	37.3%

Value	Count	Frequency (%)
5	9973	37.3%
4	11629	43.5%
3	1216	4.6%
2	2206	8.3%
1	1221	4.6%

opinion_seas_risk
Real number (ℝ_≥0)

MISSING

Distinct count	5
Unique (%)	< 0.1%
Missing	514
Missing (%)	1.9%
Infinite	0
Infinite (%)	0.0%

Mean	2.719161608063223
Minimum	1.0
Maximum	5.0
Zeros	0
Zeros (%)	0.0%
Memory size	208.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.385055181
Coefficient of variation (CV)	0.5093684676
Kurtosis	-1.390171224
Mean	2.719161608
Median Absolute Deviation (MAD)	1
Skewness	0.2509228606
Sum	71223
Variance	1.918377855

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	8954	33.5%
4	7630	28.6%
1	5974	22.4%
5	2958	11.1%
3	677	2.5%
(Missing)	514	1.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	5974	22.4%
2	8954	33.5%
3	677	2.5%
4	7630	28.6%
5	2958	11.1%

Value	Count	Frequency (%)
5	2958	11.1%
4	7630	28.6%
3	677	2.5%
2	8954	33.5%
1	5974	22.4%

opinion_seas_sick_from_vacc
Real number (ℝ_≥0)

MISSING

Distinct count	5
Unique (%)	< 0.1%
Missing	537
Missing (%)	2.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.1181123423767674
Minimum	1.0
Maximum	5.0
Zeros	0
Zeros (%)	0.0%
Memory size	208.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.332949925
Coefficient of variation (CV)	0.6293103054
Kurtosis	-0.600915934
Mean	2.118112342
Median Absolute Deviation (MAD)	1
Skewness	0.9195873019
Sum	55431
Variance	1.776755503

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	11870	44.4%
2	7633	28.6%
4	4852	18.2%
5	1721	6.4%
3	94	0.4%
(Missing)	537	2.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	11870	44.4%
2	7633	28.6%
3	94	0.4%
4	4852	18.2%
5	1721	6.4%

Value	Count	Frequency (%)
5	1721	6.4%
4	4852	18.2%
3	94	0.4%
2	7633	28.6%
1	11870	44.4%

age_group
Categorical

Distinct count	5
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	208.6 KiB

65+ Years	6843
55 - 64 Years	5563
45 - 54 Years	5238
18 - 34 Years	5215
35 - 44 Years	3848

Common Values
Length

Value	Count	Frequency (%)
65+ Years	6843	25.6%
55 - 64 Years	5563	20.8%
45 - 54 Years	5238	19.6%
18 - 34 Years	5215	19.5%
35 - 44 Years	3848	14.4%

Length

Max length	13
Median length	13
Mean length	11.97510016
Min length	9

education
Categorical

MISSING

Distinct count	4
Unique (%)	< 0.1%
Missing	1407
Missing (%)	5.3%
Memory size	208.6 KiB

College Graduate	10097
Some College	7043
12 Years	5797
< 12 Years	2363

Common Values
Length

Value	Count	Frequency (%)
College Graduate	10097	37.8%
Some College	7043	26.4%
12 Years	5797	21.7%
< 12 Years	2363	8.8%
(Missing)	1407	5.3%

Length

Max length	16
Median length	12
Mean length	11.9929232
Min length	3

race
Categorical

Distinct count	4
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	208.6 KiB

White	21222
Black	2118
Hispanic	1755
Other or Multiple	1612

Common Values
Length

Value	Count	Frequency (%)
White	21222	79.5%
Black	2118	7.9%
Hispanic	1755	6.6%
Other or Multiple	1612	6.0%

Length

Max length	17
Median length	5
Mean length	5.921443816
Min length	5

sex
Categorical

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	208.6 KiB

Female	15858
Male	10849

Common Values
Length

Value	Count	Frequency (%)
Female	15858	59.4%
Male	10849	40.6%

Length

Max length	6
Median length	6
Mean length	5.187553825
Min length	4

income_poverty
Categorical

MISSING

Distinct count	3
Unique (%)	< 0.1%
Missing	4423
Missing (%)	16.6%
Memory size	208.6 KiB

<= $75,000, Above Poverty	12777
> $75,000	6810
Below Poverty	2697

Common Values
Length

Value	Count	Frequency (%)
<= $75,000, Above Poverty	12777	47.8%
> $75,000	6810	25.5%
Below Poverty	2697	10.1%
(Missing)	4423	16.6%

Length

Max length	25
Median length	13
Mean length	16.06488935
Min length	3

marital_status
Categorical

MISSING

Distinct count	2
Unique (%)	< 0.1%
Missing	1408
Missing (%)	5.3%
Memory size	208.6 KiB

Married	13555
Not Married	11744

Common Values
Length

Value	Count	Frequency (%)
Married	13555	50.8%
Not Married	11744	44.0%
(Missing)	1408	5.3%

Length

Max length	11
Median length	7
Mean length	8.548058561
Min length	3

rent_or_own
Categorical

MISSING

Distinct count	2
Unique (%)	< 0.1%
Missing	2042
Missing (%)	7.6%
Memory size	208.6 KiB

Own	18736
Rent	5929

Common Values
Length

Value	Count	Frequency (%)
Own	18736	70.2%
Rent	5929	22.2%
(Missing)	2042	7.6%

Length

Max length	4
Median length	3
Mean length	3.222001722
Min length	3

employment_status
Categorical

MISSING

Distinct count	3
Unique (%)	< 0.1%
Missing	1463
Missing (%)	5.5%
Memory size	208.6 KiB

Employed	13560
Not in Labor Force	10231
Unemployed	1453

Common Values
Length

Value	Count	Frequency (%)
Employed	13560	50.8%
Not in Labor Force	10231	38.3%
Unemployed	1453	5.4%
(Missing)	1463	5.5%

Length

Max length	18
Median length	8
Mean length	11.66574306
Min length	3

hhs_geo_region
Categorical

Distinct count	10
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	208.6 KiB

lzgpxyit	4297
fpwskwrf	3265
qufhixun	3102
oxchjgsf	2859
kbazzjca	2858
Other values (5)	10326

Common Values
Length

Value	Count	Frequency (%)
lzgpxyit	4297	16.1%
fpwskwrf	3265	12.2%
qufhixun	3102	11.6%
oxchjgsf	2859	10.7%
kbazzjca	2858	10.7%
bhuqouqj	2846	10.7%
mlyzmhmf	2243	8.4%
lrircsnp	2078	7.8%
atmpeygn	2033	7.6%
dqpwygqj	1126	4.2%

Length

Max length	8
Median length	8
Mean length	8
Min length	8

census_msa
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	208.6 KiB

MSA, Not Principle City	11645
MSA, Principle City	7864
Non-MSA	7198

Common Values
Length

Value	Count	Frequency (%)
MSA, Not Principle City	11645	43.6%
MSA, Principle City	7864	29.4%
Non-MSA	7198	27.0%

Length

Max length	24
Median length	19
Mean length	17.94593178
Min length	7

household_adults
Categorical

Distinct count	4
Unique (%)	< 0.1%
Missing	249
Missing (%)	0.9%
Memory size	208.6 KiB

1	14474
0	8056
2	2803
3	1125

Common Values
Length

Value	Count	Frequency (%)
1	14474	54.2%
0	8056	30.2%
2	2803	10.5%
3	1125	4.2%
(Missing)	249	0.9%

Length

Max length	3
Median length	3
Mean length	3
Min length	3

household_children
Categorical

Distinct count	4
Unique (%)	< 0.1%
Missing	249
Missing (%)	0.9%
Memory size	208.6 KiB

0	18672
1	3175
2	2864
3	1747

Common Values
Length

Value	Count	Frequency (%)
0	18672	69.9%
1	3175	11.9%
2	2864	10.7%
3	1747	6.5%
(Missing)	249	0.9%

Length

Max length	3
Median length	3
Mean length	3
Min length	3

employment_industry
Categorical

MISSING

Distinct count	21
Unique (%)	0.2%
Missing	13330
Missing (%)	49.9%
Memory size	208.6 KiB

fcxhlnwr	2468
wxleyezf	1804
ldnlellj	1231
pxcmvdjn	1037
atmlpfrs	926
Other values (16)	5911

Common Values
Length

Value	Count	Frequency (%)
fcxhlnwr	2468	9.2%
wxleyezf	1804	6.8%
ldnlellj	1231	4.6%
pxcmvdjn	1037	3.9%
atmlpfrs	926	3.5%
arjwrbjb	871	3.3%
xicduogh	851	3.2%
mfikgejo	614	2.3%
vjjrobsf	527	2.0%
rucpziij	523	2.0%
Other values (11)	2525	9.5%
(Missing)	13330	49.9%

Length

Max length	8
Median length	8
Mean length	5.504399596
Min length	3

employment_occupation
Categorical

MISSING

Distinct count	23
Unique (%)	0.2%
Missing	13470
Missing (%)	50.4%
Memory size	208.6 KiB

xtkaffoo	1778
mxkfnird	1509
emcorrxb	1270
cmhcxjea	1247
xgwztkwe	1082
Other values (18)	6351

Common Values
Length

Value	Count	Frequency (%)
xtkaffoo	1778	6.7%
mxkfnird	1509	5.7%
emcorrxb	1270	4.8%
cmhcxjea	1247	4.7%
xgwztkwe	1082	4.1%
hfxkjkmi	766	2.9%
qxajmpny	548	2.1%
xqwwgdyp	485	1.8%
kldqjyjy	469	1.8%
uqqtjvyb	452	1.7%
Other values (13)	3631	13.6%
(Missing)	13470	50.4%

Length

Max length	8
Median length	3
Mean length	5.478189239
Min length	3

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	respondent_id	h1n1_concern	h1n1_knowledge	behavioral_avoidance	behavioral_wash_hands	behavioral_large_gatherings	behavioral_outside_home	behavioral_touch_face	doctor_recc_h1n1	doctor_recc_seasonal	chronic_med_condition	health_insurance	opinion_h1n1_vacc_effective	opinion_h1n1_risk	opinion_h1n1_sick_from_vacc	opinion_seas_vacc_effective	opinion_seas_risk	opinion_seas_sick_from_vacc	age_group	education	race	sex	income_poverty	marital_status	rent_or_own	employment_status	hhs_geo_region	census_msa	household_adults	household_children	employment_industry	employment_occupation
0	0	1.0	0.0	0.0	0.0	0.0	1.0	1.0	0.0	0.0	0.0	1.0	3.0	1.0	2.0	2.0	1.0	2.0	55 - 64 Years	< 12 Years	White	Female	Below Poverty	Not Married	Own	Not in Labor Force	oxchjgsf	Non-MSA	0.0	0.0	NaN	NaN
1	1	3.0	2.0	1.0	1.0	0.0	1.0	1.0	0.0	0.0	0.0	1.0	5.0	4.0	4.0	4.0	2.0	4.0	35 - 44 Years	12 Years	White	Male	Below Poverty	Not Married	Rent	Employed	bhuqouqj	MSA, Not Principle City	0.0	0.0	pxcmvdjn	xgwztkwe
2	2	1.0	1.0	1.0	0.0	0.0	0.0	0.0	NaN	NaN	1.0	NaN	3.0	1.0	1.0	4.0	1.0	2.0	18 - 34 Years	College Graduate	White	Male	<= $75,000, Above Poverty	Not Married	Own	Employed	qufhixun	MSA, Not Principle City	2.0	0.0	rucpziij	xtkaffoo
3	3	1.0	1.0	1.0	1.0	1.0	0.0	0.0	0.0	1.0	1.0	NaN	3.0	3.0	5.0	5.0	4.0	1.0	65+ Years	12 Years	White	Female	Below Poverty	Not Married	Rent	Not in Labor Force	lrircsnp	MSA, Principle City	0.0	0.0	NaN	NaN
4	4	2.0	1.0	1.0	1.0	1.0	0.0	1.0	0.0	0.0	0.0	NaN	3.0	3.0	2.0	3.0	1.0	4.0	45 - 54 Years	Some College	White	Female	<= $75,000, Above Poverty	Married	Own	Employed	qufhixun	MSA, Not Principle City	1.0	0.0	wxleyezf	emcorrxb
5	5	3.0	1.0	1.0	1.0	0.0	0.0	1.0	0.0	1.0	0.0	NaN	5.0	2.0	1.0	5.0	4.0	4.0	65+ Years	12 Years	White	Male	<= $75,000, Above Poverty	Married	Own	Employed	atmpeygn	MSA, Principle City	2.0	3.0	saaquncn	vlluhbov
6	6	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	NaN	4.0	1.0	1.0	4.0	2.0	1.0	55 - 64 Years	< 12 Years	White	Male	<= $75,000, Above Poverty	Not Married	Own	Employed	qufhixun	MSA, Not Principle City	0.0	0.0	xicduogh	xtkaffoo
7	7	1.0	0.0	1.0	1.0	0.0	0.0	1.0	1.0	0.0	1.0	1.0	5.0	2.0	1.0	4.0	2.0	1.0	45 - 54 Years	Some College	White	Female	<= $75,000, Above Poverty	Married	Own	Employed	bhuqouqj	Non-MSA	2.0	0.0	pxcmvdjn	xqwwgdyp
8	8	0.0	2.0	1.0	1.0	1.0	1.0	1.0	0.0	0.0	0.0	NaN	4.0	1.0	1.0	4.0	2.0	1.0	45 - 54 Years	College Graduate	White	Male	> $75,000	Married	Own	Employed	bhuqouqj	MSA, Not Principle City	1.0	0.0	xicduogh	ccgxvspp
9	9	2.0	1.0	1.0	0.0	1.0	0.0	1.0	0.0	0.0	1.0	1.0	4.0	2.0	2.0	4.0	2.0	2.0	55 - 64 Years	12 Years	White	Male	<= $75,000, Above Poverty	Not Married	Own	Not in Labor Force	qufhixun	MSA, Not Principle City	0.0	0.0	NaN	NaN

Last rows

	respondent_id	h1n1_concern	h1n1_knowledge	behavioral_avoidance	behavioral_face_mask	behavioral_wash_hands	behavioral_large_gatherings	behavioral_outside_home	behavioral_touch_face	doctor_recc_h1n1	doctor_recc_seasonal	child_under_6_months	health_worker	health_insurance	opinion_h1n1_vacc_effective	opinion_h1n1_risk	opinion_h1n1_sick_from_vacc	opinion_seas_vacc_effective	opinion_seas_risk	opinion_seas_sick_from_vacc	age_group	education	race	sex	income_poverty	marital_status	rent_or_own	employment_status	hhs_geo_region	census_msa	household_adults	household_children	employment_industry	employment_occupation
26697	26697	1.0	1.0	1.0	0.0	1.0	0.0	1.0	1.0	1.0	1.0	0.0	0.0	1.0	4.0	2.0	2.0	4.0	2.0	2.0	65+ Years	College Graduate	White	Male	> $75,000	Married	Own	Not in Labor Force	kbazzjca	MSA, Principle City	1.0	0.0	NaN	NaN
26698	26698	2.0	1.0	1.0	0.0	1.0	0.0	0.0	1.0	0.0	0.0	0.0	0.0	NaN	5.0	4.0	2.0	4.0	4.0	2.0	35 - 44 Years	College Graduate	White	Female	> $75,000	Married	Own	Employed	atmpeygn	MSA, Not Principle City	1.0	1.0	dotnnunm	mxkfnird
26699	26699	2.0	2.0	1.0	0.0	1.0	1.0	0.0	1.0	0.0	0.0	0.0	0.0	1.0	5.0	1.0	5.0	5.0	1.0	4.0	45 - 54 Years	Some College	White	Female	<= $75,000, Above Poverty	Married	Own	Employed	qufhixun	MSA, Not Principle City	1.0	0.0	pxcmvdjn	xgwztkwe
26700	26700	3.0	1.0	1.0	0.0	1.0	0.0	0.0	1.0	1.0	0.0	0.0	0.0	NaN	4.0	2.0	5.0	5.0	4.0	5.0	55 - 64 Years	12 Years	White	Female	> $75,000	Married	Own	Not in Labor Force	lzgpxyit	MSA, Principle City	1.0	0.0	NaN	NaN
26701	26701	2.0	2.0	0.0	0.0	1.0	0.0	0.0	1.0	0.0	0.0	1.0	0.0	1.0	4.0	2.0	4.0	4.0	2.0	4.0	18 - 34 Years	College Graduate	White	Female	> $75,000	Not Married	Rent	Not in Labor Force	fpwskwrf	MSA, Principle City	3.0	0.0	NaN	NaN
26702	26702	2.0	0.0	1.0	0.0	0.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0	NaN	3.0	1.0	1.0	5.0	2.0	2.0	65+ Years	Some College	White	Female	<= $75,000, Above Poverty	Not Married	Own	Not in Labor Force	qufhixun	Non-MSA	0.0	0.0	NaN	NaN
26703	26703	1.0	2.0	1.0	0.0	1.0	0.0	0.0	0.0	1.0	1.0	0.0	1.0	1.0	4.0	2.0	2.0	5.0	1.0	1.0	18 - 34 Years	College Graduate	White	Male	<= $75,000, Above Poverty	Not Married	Rent	Employed	lzgpxyit	MSA, Principle City	1.0	0.0	fcxhlnwr	cmhcxjea
26704	26704	2.0	2.0	1.0	1.0	1.0	1.0	0.0	1.0	0.0	0.0	0.0	0.0	NaN	4.0	4.0	2.0	5.0	4.0	2.0	55 - 64 Years	Some College	White	Female	NaN	Not Married	Own	NaN	lzgpxyit	MSA, Not Principle City	0.0	0.0	NaN	NaN
26705	26705	1.0	1.0	0.0	0.0	0.0	0.0	0.0	NaN	0.0	0.0	0.0	0.0	0.0	3.0	1.0	2.0	2.0	1.0	2.0	18 - 34 Years	Some College	Hispanic	Female	<= $75,000, Above Poverty	Married	Rent	Employed	lrircsnp	Non-MSA	1.0	0.0	fcxhlnwr	haliazsg
26706	26706	0.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	1.0	5.0	1.0	1.0	5.0	1.0	1.0	65+ Years	Some College	White	Male	<= $75,000, Above Poverty	Married	Own	Not in Labor Force	mlyzmhmf	MSA, Principle City	1.0	0.0	NaN	NaN

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows